Business Operation

Business Operation is a benchmark for agentic abilities such as tool use, retrieval and autonomous workflows. The official description says: "Internal Moonshot agentic benchmark for business operation tasks". Below we describe in simple words what benchmarks of this type generally examine.

Business Operation measures agentic abilities such as tool use, retrieval and autonomous workflows. In detail, it checks:

• choosing and calling the right tools for a task
• keeping track of what it has already done and what is left
• recovering from failed or contradicting tool results
• completing a defined workflow end-to-end

The score is accuracy: the percentage of tasks answered or solved correctly. 100% means every task was solved perfectly; higher is better.

Official methodology note: Internal Moonshot agentic benchmark for business operation tasks.

What is the Business Operation benchmark?

Business Operation is a benchmark for agentic abilities such as tool use, retrieval and autonomous workflows. The official description says: 'Internal Moonshot agentic benchmark for business operation tasks'. Below we describe in simple words what benchmarks of this type generally examine.

What does Business Operation test?

Business Operation mainly measures agentic abilities such as tool use, retrieval and autonomous workflows. Concretely, it checks: choosing and calling the right tools for a task; keeping track of what it has already done and what is left; recovering from failed or contradicting tool results.

How is the Business Operation score calculated?

The score is accuracy: the percentage of tasks answered or solved correctly. 100% means every task was solved perfectly; higher is better. The declared maximum score of this benchmark is 100.0.

Where do I get Business Operation data and scores?

The official source is https://huggingface.co/moonshotai/Kimi-K3.1-Pro. The official benchmark page/reference is linked on this page. Every score on Open LLM Radar is also available as open data: download the scores JSON (http://open-llm-radar-api:8000/api/v1/benchmarks/business-operation/scores) or pull it directly from the Open LLM Radar API with any HTTP client.